A Comprehensive Study of Knowledge Editing for Large Language Models Paper • 2401.01286 • Published Jan 2, 2024 • 21
EasyInstruct: An Easy-to-use Instruction Processing Framework for Large Language Models Paper • 2402.03049 • Published Feb 5, 2024 • 1
Detoxifying Large Language Models via Knowledge Editing Paper • 2403.14472 • Published Mar 21, 2024 • 3
WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models Paper • 2405.14768 • Published May 23, 2024 • 1
Automating Steering for Safe Multimodal Large Language Models Paper • 2507.13255 • Published Jul 17, 2025 • 4
LightMem: Lightweight and Efficient Memory-Augmented Generation Paper • 2510.18866 • Published Oct 21, 2025 • 115
Why Steering Works: Toward a Unified View of Language Model Parameter Dynamics Paper • 2602.02343 • Published Feb 2 • 13
How Controllable Are Large Language Models? A Unified Evaluation across Behavioral Granularities Paper • 2603.02578 • Published Mar 3 • 25
Beyond Prompt Engineering: Robust Behavior Control in LLMs via Steering Target Atoms Paper • 2505.20322 • Published May 23, 2025 • 14
EasyEdit2: An Easy-to-use Steering Framework for Editing Large Language Models Paper • 2504.15133 • Published Apr 21, 2025 • 26
ADS-Edit: A Multimodal Knowledge Editing Dataset for Autonomous Driving Systems Paper • 2503.20756 • Published Mar 26, 2025 • 7
Knowledge Mechanisms in Large Language Models: A Survey and Perspective Paper • 2407.15017 • Published Jul 22, 2024 • 34